{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "1a2a151f",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pinecone-io/examples/blob/master/learn/analytics-and-ml/time-series/time-series-stocks-pattern-example.ipynb) [![Open nbviewer](https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg)](https://nbviewer.org/github/pinecone-io/examples/blob/master/learn/analytics-and-ml/time-series/time-series-stocks-pattern-example.ipynb)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ce0cc656",
   "metadata": {
    "id": "ce0cc656"
   },
   "source": [
    "# Time Series Similarity Search \n",
    "Time series, a sequence of values ordered by time, is one of the fundamental data forms. Consequently, there are plentiful time-series analysis methods and tools, ranging from forecasting to anomaly detection. \n",
    "\n",
    "Here we demonstrate how to perform time-series \"pattern\" matching using a similarity search service. Wherein we want to retrieve all historical time series that match a particular pattern. Such matching capability serves as a core ingredient for time series applications such as clustering, labeling, and recommendation. For example, consider a time series describing web page visitors and a need to retrieve all historical peak surges, drops, or trends. \n",
    "\n",
    "We will walk you through a simple approach that utilizes the time series raw data as-is. In other words, it does not require any modeling heavy lifting. Such an approach is very appealing because it does not require any domain-specific technical knowledge nor extra model generation resources. Sounds too good to be true?\n",
    "\n",
    "Our demo indicates that this simple approach provides satisfying results. We will show you how to index and search a set of stock market daily prices time series. Then we will compare the simple approach with an alternative that utilizes a comprehensive time-series library recently published by Facebook AI. \n",
    "\n",
    "What we'll cover:\n",
    "* Prerequisites\n",
    "* Simple Time-Series Embeddings\n",
    "    * Prepare data\n",
    "    * Index\n",
    "    * Search\n",
    "* Facebook's [Kats](https://engineering.fb.com/2021/06/21/open-source/kats/) Time-Series Embeddings\n",
    "    * Index\n",
    "    * Search\n",
    "* Conclusion"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "09f36b19",
   "metadata": {
    "id": "09f36b19"
   },
   "source": [
    "## Prerequisites\n",
    "Install and import relevant python packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "53475ecc",
   "metadata": {
    "id": "53475ecc"
   },
   "outputs": [],
   "source": [
    "!pip install kats==0.2.0 matplotlib==3.1.3 scikit-learn==1.0.2 pandas==1.3.5 pinecone-client convertdate kaggle"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "589be95e",
   "metadata": {
    "id": "589be95e"
   },
   "source": [
    "*If you are using Google Colab, please restart the runtime in order to use newly installed package versions.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a138203",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "7a138203",
    "outputId": "a9e85f7e-c832-47eb-c108-251cd787c06a",
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pprint\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from kats.consts import TimeSeriesData\n",
    "from kats.tsfeatures.tsfeatures import TsFeatures\n",
    "import itertools\n",
    "from decimal import Decimal\n",
    "from IPython.display import clear_output\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "1d9dee90",
   "metadata": {
    "id": "1d9dee90"
   },
   "source": [
    "## Simple Time-Series Embeddings\n",
    "\n",
    "### Upload Time Series to Pinecone's Similarity Search Service\n",
    "In the steps below how to set up Pinecone's similarity search service and upload the time series into the service's *Index* data structure. Pinecone stores and searches [vector embeddings](https://www.pinecone.io/learn/vector-embeddings/). These embeddings or feature vectors are a numerical representation of raw data semantics. \n",
    "\n",
    "Recall that we want to create two indexes: \n",
    "* An index that contains vectors representing the raw data of historical prices of different stocks. In other words, vector embedding is simply the time-series sequence of numbers. \n",
    "* An index that stores feature embeddings calculated using Facebook's [Kats toolkit](https://engineering.fb.com/2021/06/21/open-source/kats/). Kats is a powerful time-series analysis tool that includes a time-series [embedding functionality](https://github.com/facebookresearch/Kats#tsfeatures). \n",
    "\n",
    "### Configure Pinecone\n",
    "Let's start by configuring the Pinecone service. "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a4fd032d",
   "metadata": {
    "id": "a4fd032d"
   },
   "source": [
    "#### Pinecone Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c4171149",
   "metadata": {
    "id": "c4171149"
   },
   "outputs": [],
   "source": [
    "from pinecone import Pinecone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8e00eb62",
   "metadata": {
    "id": "8e00eb62"
   },
   "outputs": [],
   "source": [
    "# Load Pinecone API key\n",
    "api_key = os.getenv('PINECONE_API_KEY') or 'YOUR_API_KEY'\n",
    "# Set Pinecone environment. You can find your environment in the Pinecone console (https://app.pc.io) under Indexes.\n",
    "env = os.getenv('PINECONE_ENVIRONMENT') or 'YOUR_ENVIRONMENT'\n",
    "pc = Pinecone(api_key=api_key)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "Id175ZyfVbzX",
   "metadata": {
    "id": "Id175ZyfVbzX"
   },
   "source": [
    "[Get your API key](https://www.pinecone.io/start/) and try this example yourself!"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "012208f8",
   "metadata": {
    "id": "012208f8"
   },
   "source": [
    "#### Create a New Service"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "koodBSaoWDzV",
   "metadata": {
    "id": "koodBSaoWDzV"
   },
   "source": [
    "Let's start with the simple approach and create an index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "041bf237",
   "metadata": {
    "id": "041bf237"
   },
   "outputs": [],
   "source": [
    "# Pick a name for the new index\n",
    "simple_index_name = 'stocks-trends'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "40beba3f",
   "metadata": {
    "id": "40beba3f"
   },
   "outputs": [],
   "source": [
    "# Check whether the index with the same name already exists\n",
    "if simple_index_name in pc.list_indexes().names():\n",
    "    pc.delete_index(simple_index_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cdfa8cfb",
   "metadata": {
    "id": "cdfa8cfb"
   },
   "outputs": [],
   "source": [
    "# Create a new index\n",
    "pc.create_index(name=simple_index_name, dimension=128)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0055f81a",
   "metadata": {
    "id": "0055f81a"
   },
   "outputs": [],
   "source": [
    "# Establish a connection\n",
    "simple_index = pc.Index(index_name=simple_index_name)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a50a228e",
   "metadata": {
    "id": "a50a228e"
   },
   "source": [
    "### Prepare data\n",
    "Starting with the simple embedding approach described earlier. Wherein we represent a time series as a vector of the time series sequence of numbers. \n",
    "\n",
    "Throughout the demo, we use a [Stock Market Dataset](https://www.kaggle.com/jacksoncrow/stock-market-dataset). This dataset contains historical daily prices for all tickers trading on NASDAQ, up to April 2020. The dataset is defined in Kaggle and requires either a manual download or a Kaggle API to download it.\n",
    "\n",
    "The data processing (i.e., [ETL part](https://en.wikipedia.org/wiki/Extract,_transform,_load)) here is heavy lifting and includes:\n",
    "* Downloading the data from [Kaggle](https://www.kaggle.com/jacksoncrow/stock-market-dataset). (Recall, you will need a [Kaggle API key](https://www.kaggle.com/docs/api).) \n",
    "* Define the time series raw data. \n",
    "* Extract the time series from the relevant files. \n",
    "* Transform the raw data into vectors and upload the vectors into Pinecone's service."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "p9djQnuDt-Rg",
   "metadata": {
    "id": "p9djQnuDt-Rg"
   },
   "source": [
    "#### Download Kaggle Stock Market Dataset"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "kTAcTKmTA3uV",
   "metadata": {
    "id": "kTAcTKmTA3uV"
   },
   "source": [
    "In order to use the Kaggle’s public API, you must first authenticate using an API token. Please replace the username and key values in the following cell with the values from your [Kaggle API token](https://www.kaggle.com/docs/api#getting-started-installation-&-authentication)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "K9agaEwYETU5",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "K9agaEwYETU5",
    "outputId": "9b98ce46-74b9-443e-a440-6b33713ec71e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing kaggle.json\n"
     ]
    }
   ],
   "source": [
    "%%writefile kaggle.json\n",
    "{\"username\":\"KAGGLE_USERNAME\",\"key\":\"KAGGLE_KEY\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e9m_LJI9NyJp",
   "metadata": {
    "id": "e9m_LJI9NyJp"
   },
   "outputs": [],
   "source": [
    "#Check Kaggle username and key\n",
    "! cat ./kaggle.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9TBweyFeAxoc",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "9TBweyFeAxoc",
    "outputId": "c0b35dc3-6573-416e-fc44-2484c52699e0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading stock-market-dataset.zip to /content\n",
      "100% 521M/522M [00:04<00:00, 126MB/s]\n",
      "100% 522M/522M [00:04<00:00, 125MB/s]\n"
     ]
    }
   ],
   "source": [
    "!mkdir ~/.kaggle\n",
    "!cp kaggle.json ~/.kaggle/\n",
    "!chmod 600 ~/.kaggle/kaggle.json\n",
    "!kaggle datasets download -d jacksoncrow/stock-market-dataset\n",
    "!unzip -q stock-market-dataset.zip -d data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "indie-haven",
   "metadata": {
    "id": "indie-haven"
   },
   "source": [
    "#### Set up Time Series Hyperparameters\n",
    "We set two hyperparameters defining how we extract the time series:\n",
    "* sliding window, which controls the length of the time series in consecutive day periods.\n",
    "* step size, which defines a gap in the start dates of two consecutive vectors.\n",
    "\n",
    "Feel free to set the window or step size to a different value. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4c9a5761",
   "metadata": {
    "id": "4c9a5761"
   },
   "outputs": [],
   "source": [
    "# Define sliding window and step size\n",
    "SLIDING_WINDOW_SIZE = 64\n",
    "STEP = 10"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ced69112",
   "metadata": {
    "id": "ced69112"
   },
   "source": [
    "#### Define Extract-Transform-Load Functions\n",
    "Before we do all of the other steps, we will define utility functions to help us extract, transform, and upload the time series data.\n",
    "\n",
    "Note that we will:\n",
    "* Work only with the stock prices and disregard the ETF data folder.\n",
    "* Load data for a set of symbols from the stock folder for the simplicity of the example.\n",
    "* When creating vectors, we will include daily *Open* and *Close* prices. This way, our vectors will be double the size of a sliding window. Feel free to try different prices when creating vectors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "70192df1",
   "metadata": {
    "id": "70192df1"
   },
   "outputs": [],
   "source": [
    "def windows(data, window_size, step):\n",
    "    r = np.arange(len(data))\n",
    "    s = r[::step]\n",
    "    z = list(zip(s, s + window_size))\n",
    "    f = '{0[0]}:{0[1]}'.format\n",
    "    g = lambda t: data.iloc[t[0]:t[1]]\n",
    "    return pd.concat(map(g, z), keys=map(f, z))\n",
    "\n",
    "def get_feature_embedding_for_window(df, stock):\n",
    "    ts_name = f\"{stock.strip('.csv')}_{str(df.Date.min())}_{str(df.Date.max())}\"\n",
    "    scaler=MinMaxScaler()\n",
    "    df[['Open', 'Close']] = scaler.fit_transform(df[['Open', 'Close']])\n",
    "    prices = df[['Open', 'Close']].values.tolist()\n",
    "    flat_values = [item for sublist in prices for item in sublist]\n",
    "    df = df.rename(columns={\"Date\":\"time\"}) \n",
    "    ts_df = pd.DataFrame({'time':df.time.repeat(2), \n",
    "                          'price':flat_values})\n",
    "    ts_df.drop_duplicates(keep='first', inplace=True)  \n",
    "\n",
    "    # Use Kats to extract features for the time window\n",
    "    try:\n",
    "        if not (len(np.unique(ts_df.price.tolist())) == 1 \\\n",
    "            or len(np.unique(ts_df.price.tolist())) == 0):\n",
    "            timeseries = TimeSeriesData(ts_df)\n",
    "            features = TsFeatures().transform(timeseries)\n",
    "            feature_list = [float(v) if not pd.isnull(v) else float(0) for _, v in features.items()]\n",
    "            if Decimal('Infinity') in feature_list or Decimal('-Infinity') in feature_list:\n",
    "                return None\n",
    "            return (ts_name, feature_list)\n",
    "    except np.linalg.LinAlgError as e:\n",
    "        print(f\"Can't process {ts_name}:{e}\")\n",
    "    return None\n",
    "\n",
    "def get_simple_pair_for_window(df, stock):\n",
    "    ts_name = f\"{stock.strip('.csv')}_{str(df.Date.min())}_{str(df.Date.max())}\"\n",
    "    prices = df[['Open', 'Close']].values.tolist()\n",
    "    flat_values = [item for sublist in prices for item in sublist]\n",
    "    return (ts_name, flat_values)\n",
    "\n",
    "def chunks(iterable, batch_size=100):\n",
    "    it = iter(iterable)\n",
    "    chunk = tuple(itertools.islice(it, batch_size))\n",
    "    while chunk:\n",
    "        yield chunk\n",
    "        chunk = tuple(itertools.islice(it, batch_size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ff1a96a0",
   "metadata": {
    "id": "ff1a96a0"
   },
   "outputs": [],
   "source": [
    "def upload_data_to_index(index, create_pair_func, verbose=False):\n",
    "    # Define path to the folder\n",
    "    stocks = sorted(os.listdir('./data/stocks'))\n",
    "    \n",
    "    # Iterate over files, create vectors and upload data\n",
    "    for stock in stocks[::50]:\n",
    "        print(stock.strip('.csv'))\n",
    "        data = pd.read_csv(os.path.join('./data/stocks', stock))\n",
    "        data = data.sort_index(axis=0, ascending=True)\n",
    "        data[\"Date\"] = pd.to_datetime(data[\"Date\"]).dt.date\n",
    "\n",
    "        # Interpolate data for missing dates\n",
    "        data.set_index('Date', inplace=True)\n",
    "        data = data.reindex(pd.date_range(start=data.index.min(),\n",
    "                                          end=data.index.max(),\n",
    "                                          freq='1D'))\n",
    "        data = data.interpolate(method='linear')\n",
    "        data = data.reset_index().rename(columns={'index': 'Date'})\n",
    "        data[\"Date\"] = pd.to_datetime(data[\"Date\"]).dt.date\n",
    "        \n",
    "        # Create sliding windows dataset\n",
    "        wdf = windows(data, SLIDING_WINDOW_SIZE, STEP)\n",
    "        \n",
    "        # Prepare sequences for upload \n",
    "        items_to_upload = []\n",
    "        for window, new_df in wdf.groupby(level=0):\n",
    "            if new_df.shape[0] == SLIDING_WINDOW_SIZE:\n",
    "                pair = create_pair_func(new_df, stock)\n",
    "                if pair:\n",
    "                    items_to_upload.append(pair)\n",
    "\n",
    "        # Upload data for the symbol\n",
    "        for batch in chunks(items_to_upload, 500):\n",
    "            index.upsert(vectors=batch)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "-8V2ru5KZZ7q",
   "metadata": {
    "id": "-8V2ru5KZZ7q"
   },
   "source": [
    "### Index\n",
    "Let's upsert data into the simple index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ubCIhdgdQSwC",
   "metadata": {
    "id": "ubCIhdgdQSwC"
   },
   "outputs": [],
   "source": [
    "upload_data_to_index(simple_index, get_simple_pair_for_window)\n",
    "clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "38573f90",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "38573f90",
    "outputId": "98471c3a-51d4-4ee0-c459-d771bc825bb8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'dimension': 128, 'namespaces': {'': {'vector_count': 61212}}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the index size\n",
    "simple_index.describe_index_stats()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "19c9fd87",
   "metadata": {
    "id": "19c9fd87"
   },
   "source": [
    "### Search\n",
    "Now that we have uploaded the items into the vector index, it is time to check the similarities between vectors.\n",
    "\n",
    "In this section, we will:\n",
    "* Define stocks and their windows for the query.\n",
    "* Fetch these query items from the index to retrieve their vectors.\n",
    "* Query the index using these vectors. Pinecone will return top K most similar vectors for each query item.\n",
    "* Show the results."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "326ffe3f",
   "metadata": {
    "id": "326ffe3f"
   },
   "source": [
    "Below we define utility functions for data preparation and display."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0aca00be",
   "metadata": {
    "id": "0aca00be"
   },
   "outputs": [],
   "source": [
    "def prepare_items_for_graph(data):    \n",
    "    scaler = MinMaxScaler()\n",
    "    result_list = []\n",
    "    \n",
    "    for _, row in data.iterrows():\n",
    "        id = row['id']\n",
    "        vec = row['values']\n",
    "        scaled_vec = scaler.fit_transform(np.array(vec).reshape(-1,1))\n",
    "        result_list.append((id, (vec, scaled_vec)))\n",
    "    return result_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "241bd882",
   "metadata": {
    "id": "241bd882"
   },
   "outputs": [],
   "source": [
    "def show_query_results(query_item, data):\n",
    "    data_prepared = prepare_items_for_graph(data)\n",
    "    graph_index = pd.Float64Index(np.arange(start=0, stop=SLIDING_WINDOW_SIZE, step=0.5))\n",
    "\n",
    "    print('\\n The most similar items from the vector index:')\n",
    "    data.reset_index(inplace=True, drop=True)\n",
    "    display(data)\n",
    "      \n",
    "    fig = plt.figure(figsize=(20,7))\n",
    "    for item in data_prepared:\n",
    "        _id, vectors = item\n",
    "        ax1 = plt.subplot(1, 2, 1)\n",
    "        graph = plt.plot(graph_index, vectors[0], label = _id, marker='o' if _id == query_item else None)\n",
    "        ax2 = plt.subplot(1, 2, 2)\n",
    "        graph = plt.plot(graph_index, vectors[1], label = _id, marker='o' if _id == query_item else None)    \n",
    "    ax1.set_xlabel(\"Days in time window\")\n",
    "    ax2.set_xlabel(\"Days in time window\")\n",
    "    ax1.set_ylabel(\"Stock values\")\n",
    "    ax2.set_ylabel(\"Normalized Stock Values\")\n",
    "    ax1.title.set_text(f'Similar stock patterns and their market values')\n",
    "    ax2.title.set_text(f'Similar stock patterns and their normalized market values')\n",
    "    plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n",
    "    plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "vocational-virtue",
   "metadata": {
    "id": "vocational-virtue"
   },
   "source": [
    "Note that we will filter the retrieved results to make sure we present a diverse set of stocks. Otherwise, we might get consecutive time windows for the same stock."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "899eb231",
   "metadata": {
    "id": "899eb231"
   },
   "outputs": [],
   "source": [
    "def filter_results(query_item, data, historical_only=False):\n",
    "    already_present = []\n",
    "    \n",
    "    # Remove symbol that is already included\n",
    "    for i, row in data.iterrows():\n",
    "        check_name = row.id.split('_')[0]\n",
    "        if check_name not in already_present:\n",
    "            already_present.append(check_name)\n",
    "        else:\n",
    "            data.drop(i,axis=0,inplace=True)\n",
    "            \n",
    "    # Include only data prior to query interval\n",
    "    if historical_only:\n",
    "        _, start_dt, end_dt = query_item.split('_')\n",
    "        start_dt = pd.to_datetime(start_dt).date()\n",
    "        data['final_date'] = data.id.apply(lambda x: x.split('_')[2])\n",
    "        data['final_date'] =  data.final_date.apply(lambda x: pd.to_datetime(x).date())\n",
    "        data = data[data.final_date <= start_dt]\n",
    "        del data['final_date']\n",
    "       \n",
    "    return data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "8371cd46",
   "metadata": {
    "id": "8371cd46"
   },
   "source": [
    "#### Numerical Examples\n",
    "Let's examine a few interesting price patterns and their corresponding best matches.\n",
    "\n",
    "Here we define the query items, fetch them and prepare vectors for the query."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "83505529",
   "metadata": {
    "id": "83505529"
   },
   "outputs": [],
   "source": [
    "# Define query examples\n",
    "items_to_query = ['BORR_2019-10-18_2019-12-20', 'HCCO_2020-01-28_2020-03-31', 'PUMP_2019-11-22_2020-01-24']\n",
    "\n",
    "# Fetch vectors from the index\n",
    "fetch_res = simple_index.fetch(ids=items_to_query)\n",
    "\n",
    "# Create a list of ids and vectors for the fetched items\n",
    "query_ids = [res.id for res in fetch_res.vectors.values()]\n",
    "query_vectors = [res.values for res in fetch_res.vectors.values()]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "752cb7c0",
   "metadata": {
    "id": "752cb7c0"
   },
   "source": [
    "The next step is to perform the query for the query vectors. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fdeacde4",
   "metadata": {
    "id": "fdeacde4"
   },
   "outputs": [],
   "source": [
    "# Query the pinecone index\n",
    "query_results = []\n",
    "for xq in query_vectors:\n",
    "    res = simple_index.query(vector=xq, top_k=100, include_values=True)\n",
    "    query_results.append(res)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "63d43a77",
   "metadata": {
    "id": "63d43a77"
   },
   "source": [
    "Finally, iterate over the results, get all vectors needed for the graphs and display them.\n",
    "\n",
    "Note that graphs on the left show the absolute price values for the query items selected, while graphs on the right show each vector on a 0-1 scale. The price normalization ignores the magnitude of stock prices and thus focuses on the time series pattern only. \n",
    "\n",
    "It is more likely that similar trends appear in the same time interval. There is a flag **historical_only** that lets you choose whether you want to look only at the time intervals prior to query time interval or any time interval that exists."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "75c0e64e",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "75c0e64e",
    "outputId": "3a326bcd-e4a2-47b8-c4f0-0584da191fbf",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Queried: BORR_2019-10-18_2019-12-20\n",
      "\n",
      " The most similar items from the vector index:\n"
     ]
    },
    {
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       "                           id  ...                                             values\n",
       "0  BORR_2019-10-18_2019-12-20  ...  [6.22, 6.4, 6.45, 6.4666667, 6.68, 6.5333333, ...\n",
       "1   OSK_1990-11-25_1991-01-27  ...  [1.23611116, 1.25, 1.25, 1.25, 1.25, 1.2916666...\n",
       "2    BH_2009-10-21_2009-12-23  ...  [197.943146, 192.080719, 207.771332, 206.90921...\n",
       "3  MLAB_2007-03-30_2007-06-01  ...  [19.0, 19.0, 19.0, 19.0, 19.0, 19.0, 19.0, 19....\n",
       "4  SORL_2008-03-19_2008-05-21  ...  [5.1, 4.93, 4.9, 4.93, 4.9425, 4.9525, 4.985, ...\n",
       "5  PKBK_2012-12-02_2013-02-03  ...  [3.78662658, 3.77160025, 3.77160025, 3.7716002...\n",
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",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"df-8a2668ba-c4ce-4306-af59-ef0251c55690\">\n",
       "    <div class=\"colab-df-container\">\n",
       "      <div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>score</th>\n",
       "      <th>values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HCCO_2020-01-28_2020-03-31</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>[9.95, 10.0, 10.05, 10.05, 10.05, 10.05, 10.05...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TEI_2016-09-22_2016-11-24</td>\n",
       "      <td>0.999958</td>\n",
       "      <td>[10.98, 11.0, 10.99, 10.96, 10.9933329, 10.956...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BSD_2002-01-31_2002-04-04</td>\n",
       "      <td>0.999945</td>\n",
       "      <td>[14.04, 14.0, 14.04, 14.0, 14.04, 13.9933329, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HPI_2016-07-26_2016-09-27</td>\n",
       "      <td>0.999943</td>\n",
       "      <td>[23.21, 23.23, 23.25, 23.26, 23.2, 23.27, 23.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MUE_2007-09-23_2007-11-25</td>\n",
       "      <td>0.999943</td>\n",
       "      <td>[12.2566671, 12.26, 12.25, 12.26, 12.26, 12.35...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AMCI_2016-10-04_2016-12-06</td>\n",
       "      <td>0.999942</td>\n",
       "      <td>[0.488, 0.488, 0.488, 0.488, 0.488, 0.488, 0.4...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8a2668ba-c4ce-4306-af59-ef0251c55690')\"\n",
       "              title=\"Convert this dataframe to an interactive table.\"\n",
       "              style=\"display:none;\">\n",
       "        \n",
       "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
       "       width=\"24px\">\n",
       "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
       "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
       "  </svg>\n",
       "      </button>\n",
       "      \n",
       "  <style>\n",
       "    .colab-df-container {\n",
       "      display:flex;\n",
       "      flex-wrap:wrap;\n",
       "      gap: 12px;\n",
       "    }\n",
       "\n",
       "    .colab-df-convert {\n",
       "      background-color: #E8F0FE;\n",
       "      border: none;\n",
       "      border-radius: 50%;\n",
       "      cursor: pointer;\n",
       "      display: none;\n",
       "      fill: #1967D2;\n",
       "      height: 32px;\n",
       "      padding: 0 0 0 0;\n",
       "      width: 32px;\n",
       "    }\n",
       "\n",
       "    .colab-df-convert:hover {\n",
       "      background-color: #E2EBFA;\n",
       "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
       "      fill: #174EA6;\n",
       "    }\n",
       "\n",
       "    [theme=dark] .colab-df-convert {\n",
       "      background-color: #3B4455;\n",
       "      fill: #D2E3FC;\n",
       "    }\n",
       "\n",
       "    [theme=dark] .colab-df-convert:hover {\n",
       "      background-color: #434B5C;\n",
       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
       "      fill: #FFFFFF;\n",
       "    }\n",
       "  </style>\n",
       "\n",
       "      <script>\n",
       "        const buttonEl =\n",
       "          document.querySelector('#df-8a2668ba-c4ce-4306-af59-ef0251c55690 button.colab-df-convert');\n",
       "        buttonEl.style.display =\n",
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
       "\n",
       "        async function convertToInteractive(key) {\n",
       "          const element = document.querySelector('#df-8a2668ba-c4ce-4306-af59-ef0251c55690');\n",
       "          const dataTable =\n",
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
       "                                                     [key], {});\n",
       "          if (!dataTable) return;\n",
       "\n",
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
       "            + ' to learn more about interactive tables.';\n",
       "          element.innerHTML = '';\n",
       "          dataTable['output_type'] = 'display_data';\n",
       "          await google.colab.output.renderOutput(dataTable, element);\n",
       "          const docLink = document.createElement('div');\n",
       "          docLink.innerHTML = docLinkHtml;\n",
       "          element.appendChild(docLink);\n",
       "        }\n",
       "      </script>\n",
       "    </div>\n",
       "  </div>\n",
       "  "
      ],
      "text/plain": [
       "                           id  ...                                             values\n",
       "0  HCCO_2020-01-28_2020-03-31  ...  [9.95, 10.0, 10.05, 10.05, 10.05, 10.05, 10.05...\n",
       "1   TEI_2016-09-22_2016-11-24  ...  [10.98, 11.0, 10.99, 10.96, 10.9933329, 10.956...\n",
       "2   BSD_2002-01-31_2002-04-04  ...  [14.04, 14.0, 14.04, 14.0, 14.04, 13.9933329, ...\n",
       "3   HPI_2016-07-26_2016-09-27  ...  [23.21, 23.23, 23.25, 23.26, 23.2, 23.27, 23.2...\n",
       "4   MUE_2007-09-23_2007-11-25  ...  [12.2566671, 12.26, 12.25, 12.26, 12.26, 12.35...\n",
       "5  AMCI_2016-10-04_2016-12-06  ...  [0.488, 0.488, 0.488, 0.488, 0.488, 0.488, 0.4...\n",
       "\n",
       "[6 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Queried: HCCO_2020-01-28_2020-03-31\n",
      "\n",
      " The most similar items from the vector index:\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
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     "text": [
      "\n",
      "Queried: PUMP_2019-11-22_2020-01-24\n",
      "\n",
      " The most similar items from the vector index:\n"
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       "    }\n",
       "\n",
       "    [theme=dark] .colab-df-convert {\n",
       "      background-color: #3B4455;\n",
       "      fill: #D2E3FC;\n",
       "    }\n",
       "\n",
       "    [theme=dark] .colab-df-convert:hover {\n",
       "      background-color: #434B5C;\n",
       "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
       "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
       "      fill: #FFFFFF;\n",
       "    }\n",
       "  </style>\n",
       "\n",
       "      <script>\n",
       "        const buttonEl =\n",
       "          document.querySelector('#df-d08ca8ae-0d74-4478-9b54-73f69dec0ff6 button.colab-df-convert');\n",
       "        buttonEl.style.display =\n",
       "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
       "\n",
       "        async function convertToInteractive(key) {\n",
       "          const element = document.querySelector('#df-d08ca8ae-0d74-4478-9b54-73f69dec0ff6');\n",
       "          const dataTable =\n",
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
       "                                                     [key], {});\n",
       "          if (!dataTable) return;\n",
       "\n",
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
       "            + ' to learn more about interactive tables.';\n",
       "          element.innerHTML = '';\n",
       "          dataTable['output_type'] = 'display_data';\n",
       "          await google.colab.output.renderOutput(dataTable, element);\n",
       "          const docLink = document.createElement('div');\n",
       "          docLink.innerHTML = docLinkHtml;\n",
       "          element.appendChild(docLink);\n",
       "        }\n",
       "      </script>\n",
       "    </div>\n",
       "  </div>\n",
       "  "
      ],
      "text/plain": [
       "                           id  ...                                             values\n",
       "0  PUMP_2019-11-22_2020-01-24  ...  [8.34, 8.27, 8.31333351, 8.42, 8.28666687, 8.5...\n",
       "1   AEL_2003-12-14_2004-02-15  ...  [9.06333351, 9.04, 9.06, 9.01, 9.06, 9.02, 9.0...\n",
       "2   THS_2006-10-21_2006-12-23  ...  [24.503334, 24.376667, 24.3266659, 24.4233322,...\n",
       "3  RUBY_2008-07-05_2008-09-06  ...  [5.02380943, 5.02380943, 4.97619057, 4.9761905...\n",
       "4   SRI_2010-11-11_2011-01-13  ...  [12.82, 12.78, 12.61, 12.71, 12.6799994, 12.67...\n",
       "5    BH_2017-11-18_2018-01-20  ...  [343.266663, 341.956665, 342.693329, 340.48333...\n",
       "\n",
       "[6 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Iterate and show query results for each query item\n",
    "for query_item, q_res in zip(query_ids, query_results):\n",
    "    print(f'\\nQueried: {query_item}')\n",
    "    res_df = pd.DataFrame(\n",
    "        {\n",
    "            'id': [res.id for res in q_res.matches], \n",
    "            'score': [res.score for res in q_res.matches],\n",
    "            'values': [res.values for res in q_res.matches]\n",
    "         }\n",
    "    )\n",
    "    res_df = filter_results(query_item, res_df, historical_only=False)\n",
    "    show_query_results(query_item, res_df.head(6))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e14tGcSVdmOw",
   "metadata": {
    "id": "e14tGcSVdmOw"
   },
   "source": [
    "Notice that we found patterns that look alike and are related to different stocks and different time windows."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "IEkgGm17ps1t",
   "metadata": {
    "id": "IEkgGm17ps1t"
   },
   "source": [
    "## Facebook's Kats Time-Series Embeddings\n",
    "It is time to test another approach. This time we create feature embeddings and upload them using the same stocks and windows as in our previous index. Here we utilize Facebook's [Kats toolkit](https://engineering.fb.com/2021/06/21/open-source/kats/). Kats is a powerful time-series analysis tool that includes a time-series [embedding functionality](https://github.com/facebookresearch/Kats#tsfeatures). \n",
    "\n",
    "Let's create a new index first."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "lFu6BN6BVK5c",
   "metadata": {
    "id": "lFu6BN6BVK5c"
   },
   "source": [
    "### Create a New Pinecone Service"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "bjJLVtipVK5d",
   "metadata": {
    "id": "bjJLVtipVK5d"
   },
   "outputs": [],
   "source": [
    "# Pick a name for the new index\n",
    "kats_index_name = 'stocks-trends-with-features'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "RfZrx7t1VK5d",
   "metadata": {
    "id": "RfZrx7t1VK5d"
   },
   "outputs": [],
   "source": [
    "# Check whether the index with the same name already exists\n",
    "if kats_index_name in pc.list_indexes().names():\n",
    "    pc.delete_index(kats_index_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "kuHS2I2LVK5d",
   "metadata": {
    "id": "kuHS2I2LVK5d"
   },
   "outputs": [],
   "source": [
    "# Create a new index\n",
    "pc.create_index(name=kats_index_name, dimension=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "i98-UpJ7VK5e",
   "metadata": {
    "id": "i98-UpJ7VK5e"
   },
   "outputs": [],
   "source": [
    "# Establish a connection\n",
    "kats_index = pc.Index(index_name=kats_index_name)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "OsnWy0fSWWsn",
   "metadata": {
    "id": "OsnWy0fSWWsn"
   },
   "source": [
    "### Index\n",
    "We will use Kats and its time-series feature extraction module to create feature embeddings for each stock and corresponding time window. These feature embeddings include the following types: seasonality, autocorrelation, modeling parameter, changepoints, moving statistics, and raw statistics of time series array as the ad-hoc features. We used the default set of features for our example and created 40-dimensional feature embeddings."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "pfNQMK75MGel",
   "metadata": {
    "id": "pfNQMK75MGel"
   },
   "source": [
    "*Note: Ignore the Kats warning message that appears in the output.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "rezYSzcDVpdq",
   "metadata": {
    "id": "rezYSzcDVpdq"
   },
   "outputs": [],
   "source": [
    "upload_data_to_index(kats_index, get_feature_embedding_for_window)\n",
    "clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2jM-uvYAcjjA",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "2jM-uvYAcjjA",
    "outputId": "6949e5c4-4f0e-4d69-c4d7-8d41b670677d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'dimension': 40, 'namespaces': {'': {'vector_count': 61105}}}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kats_index.describe_index_stats()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "micro-valve",
   "metadata": {
    "id": "micro-valve"
   },
   "source": [
    "*Note* that the Kats-based index has fewer vectors compared to the simple embeddings index. It happens because Kats fails to calculate some features for some patterns. E.g., it happens if the time series has a constant value each day in a time window.\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "Rplv7KRDbQaL",
   "metadata": {
    "id": "Rplv7KRDbQaL"
   },
   "source": [
    "### Search"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "j2TH7YYa_hEb",
   "metadata": {
    "id": "j2TH7YYa_hEb"
   },
   "source": [
    "We will use the same query item that we used to query the simple index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "aOYtZubPbR7i",
   "metadata": {
    "id": "aOYtZubPbR7i"
   },
   "outputs": [],
   "source": [
    "# Fetch vectors from the index\n",
    "fetch_res = kats_index.fetch(ids=items_to_query)\n",
    "\n",
    "# Create a list of ids and vectors for the fetched items\n",
    "query_ids = [res.id for res in fetch_res.vectors.values()]\n",
    "query_vectors = [res.values for res in fetch_res.vectors.values()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "J8hO8_1Jcnyx",
   "metadata": {
    "id": "J8hO8_1Jcnyx"
   },
   "outputs": [],
   "source": [
    "# Query the pinecone index\n",
    "query_results = []\n",
    "for xq in query_vectors:\n",
    "    res = kats_index.query(vector=xq, top_k=100, include_values=True)\n",
    "    query_results.append(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cjB_fvlSYoOs",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "cjB_fvlSYoOs",
    "outputId": "c120ba8b-312e-4ce5-86b6-b839652c7e61",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:urllib3.connectionpool:Retrying (Retry(total=2, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ProtocolError('Connection aborted.', ConnectionResetError(104, 'Connection reset by peer'))': /vectors/fetch?ids=BORR_2019-10-18_2019-12-20\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Queried: BORR_2019-10-18_2019-12-20\n",
      "\n",
      " The most similar items from the vector index:\n"
     ]
    },
    {
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       "                           id  ...                                             values\n",
       "0  BORR_2019-10-18_2019-12-20  ...  [6.22, 6.4, 6.45, 6.4666667, 6.68, 6.5333333, ...\n",
       "1  NEON_2004-08-08_2004-10-10  ...  [4541.6665, 4500.0, 4500.0, 4512.5, 4487.5, 44...\n",
       "2  AGTC_2019-10-27_2019-12-29  ...  [2.87000012, 2.92, 2.88, 2.95, 3.0, 3.03, 3.01...\n",
       "3   DUO_2014-07-14_2014-09-15  ...  [1.57, 1.57, 1.57, 1.63, 1.64, 1.64, 1.64, 1.6...\n",
       "4  MLAB_2016-04-11_2016-06-13  ...  [96.13, 96.93, 97.68, 97.04, 98.12, 99.29, 98....\n",
       "5  GENC_2004-01-11_2004-03-14  ...  [2.0333333, 2.07777762, 2.0333333, 2.1, 2.0666...\n",
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",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Queried: HCCO_2020-01-28_2020-03-31\n",
      "\n",
      " The most similar items from the vector index:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"df-d686a314-5075-4fd3-864b-a1b4f822f82e\">\n",
       "    <div class=\"colab-df-container\">\n",
       "      <div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>score</th>\n",
       "      <th>values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HCCO_2020-01-28_2020-03-31</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>[9.95, 10.0, 10.05, 10.05, 10.05, 10.05, 10.05...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TEI_2002-04-29_2002-07-01</td>\n",
       "      <td>0.999724</td>\n",
       "      <td>[12.0, 12.08, 12.1, 12.1, 12.13, 12.2, 12.2, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BY_2018-06-25_2018-08-27</td>\n",
       "      <td>0.999667</td>\n",
       "      <td>[23.76, 23.13, 23.13, 23.11, 23.2, 22.71, 22.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OSK_2016-12-18_2017-02-19</td>\n",
       "      <td>0.999616</td>\n",
       "      <td>[66.9233322, 66.8233337, 66.27, 66.97, 66.98, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PKBK_2019-10-27_2019-12-29</td>\n",
       "      <td>0.999610</td>\n",
       "      <td>[22.0121212, 21.9757576, 22.09091, 22.0181828,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>RGR_2012-02-08_2012-04-11</td>\n",
       "      <td>0.999577</td>\n",
       "      <td>[43.05, 42.26, 42.22, 42.41, 42.03, 41.8, 42.0...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d686a314-5075-4fd3-864b-a1b4f822f82e')\"\n",
       "              title=\"Convert this dataframe to an interactive table.\"\n",
       "              style=\"display:none;\">\n",
       "        \n",
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       "      \n",
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       "      gap: 12px;\n",
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       "\n",
       "    .colab-df-convert {\n",
       "      background-color: #E8F0FE;\n",
       "      border: none;\n",
       "      border-radius: 50%;\n",
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       "      fill: #174EA6;\n",
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       "    [theme=dark] .colab-df-convert {\n",
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       "          document.querySelector('#df-d686a314-5075-4fd3-864b-a1b4f822f82e button.colab-df-convert');\n",
       "        buttonEl.style.display =\n",
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       "        async function convertToInteractive(key) {\n",
       "          const element = document.querySelector('#df-d686a314-5075-4fd3-864b-a1b4f822f82e');\n",
       "          const dataTable =\n",
       "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
       "                                                     [key], {});\n",
       "          if (!dataTable) return;\n",
       "\n",
       "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
       "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
       "            + ' to learn more about interactive tables.';\n",
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       "  </div>\n",
       "  "
      ],
      "text/plain": [
       "                           id  ...                                             values\n",
       "0  HCCO_2020-01-28_2020-03-31  ...  [9.95, 10.0, 10.05, 10.05, 10.05, 10.05, 10.05...\n",
       "1   TEI_2002-04-29_2002-07-01  ...  [12.0, 12.08, 12.1, 12.1, 12.13, 12.2, 12.2, 1...\n",
       "2    BY_2018-06-25_2018-08-27  ...  [23.76, 23.13, 23.13, 23.11, 23.2, 22.71, 22.7...\n",
       "3   OSK_2016-12-18_2017-02-19  ...  [66.9233322, 66.8233337, 66.27, 66.97, 66.98, ...\n",
       "4  PKBK_2019-10-27_2019-12-29  ...  [22.0121212, 21.9757576, 22.09091, 22.0181828,...\n",
       "5   RGR_2012-02-08_2012-04-11  ...  [43.05, 42.26, 42.22, 42.41, 42.03, 41.8, 42.0...\n",
       "\n",
       "[6 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Queried: PUMP_2019-11-22_2020-01-24\n",
      "\n",
      " The most similar items from the vector index:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"df-41786a1a-e34c-42d9-addc-f42dad37f9ff\">\n",
       "    <div class=\"colab-df-container\">\n",
       "      <div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>score</th>\n",
       "      <th>values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PUMP_2019-11-22_2020-01-24</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>[8.34, 8.27, 8.31333351, 8.42, 8.28666687, 8.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RGR_2014-07-07_2014-09-08</td>\n",
       "      <td>0.999919</td>\n",
       "      <td>[59.78, 58.95, 58.7, 58.64, 58.65, 58.46, 57.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TVIX_2015-09-15_2015-11-17</td>\n",
       "      <td>0.999819</td>\n",
       "      <td>[322500.0, 266500.0, 246250.0, 234500.0, 23175...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>STNE_2018-12-14_2019-02-15</td>\n",
       "      <td>0.999745</td>\n",
       "      <td>[18.4, 17.71, 18.14, 17.6833324, 17.8800011, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SCVL_2004-03-18_2004-05-20</td>\n",
       "      <td>0.999720</td>\n",
       "      <td>[10.373333, 10.2333336, 10.2266665, 10.2066669...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AWI_2015-12-20_2016-02-21</td>\n",
       "      <td>0.999673</td>\n",
       "      <td>[45.876667, 45.3466644, 45.77, 45.17, 45.19, 4...</td>\n",
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      ],
      "text/plain": [
       "                           id  ...                                             values\n",
       "0  PUMP_2019-11-22_2020-01-24  ...  [8.34, 8.27, 8.31333351, 8.42, 8.28666687, 8.5...\n",
       "1   RGR_2014-07-07_2014-09-08  ...  [59.78, 58.95, 58.7, 58.64, 58.65, 58.46, 57.7...\n",
       "2  TVIX_2015-09-15_2015-11-17  ...  [322500.0, 266500.0, 246250.0, 234500.0, 23175...\n",
       "3  STNE_2018-12-14_2019-02-15  ...  [18.4, 17.71, 18.14, 17.6833324, 17.8800011, 1...\n",
       "4  SCVL_2004-03-18_2004-05-20  ...  [10.373333, 10.2333336, 10.2266665, 10.2066669...\n",
       "5   AWI_2015-12-20_2016-02-21  ...  [45.876667, 45.3466644, 45.77, 45.17, 45.19, 4...\n",
       "\n",
       "[6 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1440x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Iterate and show query results for each query item\n",
    "for query_item, q_res in zip(query_ids, query_results):\n",
    "    print(f'\\nQueried: {query_item}')\n",
    "    res_df = pd.DataFrame(\n",
    "        {\n",
    "            'id': [res.id for res in q_res.matches], \n",
    "            'score': [res.score for res in q_res.matches]\n",
    "        }\n",
    "    )\n",
    "\n",
    "    # Use simple index to retrieve historical prices for query result items\n",
    "    res_df['values'] = res_df.id.apply(lambda x: [res.values for res in simple_index.fetch(ids=[x]).vectors.values()][0])\n",
    "    res_df = filter_results(query_item, res_df, historical_only=False)\n",
    "    show_query_results(query_item, res_df.head(6))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "c0e6bf7a",
   "metadata": {
    "id": "c0e6bf7a"
   },
   "source": [
    "## Conclusion\n",
    "Pattern matching of time series data is an important task affecting time series clustering, labeling, classification, and recommendation. \n",
    "\n",
    "We used the similarity search to find the most similar patterns in stocks data. We tried two different approaches to create vector representations of time series. First, we used the raw data of historical prices, and then we represented time-series as a set of statistical features. In both cases, we retrieved the top 100 best matches from the Pinecone similarity search service. Then we further filtered and showed only the top 5 most similar stock trends. (We did that to make sure we retrieve a diverse set of stocks. Otherwise, we might get consecutive time windows for the same stock.)\n",
    "\n",
    "The simple approach turned out to give good results. When using Kats' time series features, we got somehow mixed results. We noticed that the most similar feature embeddings sometimes retrieve reverse patterns. \n",
    "\n",
    "Yet, we note that the literature has plentiful advanced time series representation techniques. Starting from sequential deep neural network approaches such as LSTMs and RNNs, combining frequency-domain representations with convolutional neural networks, and even applying deep neural graphs embeddings. We encourage you to explore this fascinating domain. Feel free to try it along with the Pinecone service, and [share](https://www.pinecone.io/contact/) your findings with us!"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "3e8c4da8",
   "metadata": {
    "id": "3e8c4da8"
   },
   "source": [
    "## Delete indexes\n",
    "\n",
    "Delete the indexes once you are sure that you do not want to use it anymore. Once the index is deleted, you cannot use it again.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d59ebb4d",
   "metadata": {
    "id": "d59ebb4d"
   },
   "outputs": [],
   "source": [
    "pc.delete_index(simple_index_name)\n",
    "pc.delete_index(kats_index_name)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "time_series_stocks_pattern_example.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
